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       "      <td>3653273615</td>\n",
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       "      <td>第二临床医学院</td>\n",
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      "text/plain": [
       "            序号       学生学院          学号                        班级名称    年级  \\\n",
       "0            1      口腔医学院  3653273805                  2017口腔医学1班  2017   \n",
       "1            2  政治与国际关系学院  3663296144               2018级政治学与行政学班  2018   \n",
       "2            4        文学院  3653275795                   2018汉语言文学  2018   \n",
       "3            5      口腔医学院  3653273615                  2017口腔医学2班  2017   \n",
       "4            6    第二临床医学院  3673262844        2019临床医学类6班（第二临床医学院）  2019   \n",
       "...        ...        ...         ...                         ...   ...   \n",
       "208259  219359    第二临床医学院  3633291024        2016临床医学15班（第二临床医学院）  2016   \n",
       "208260  219360    第二临床医学院  3643266134  2016临床医学农村订单定向10班（第二临床医学院）  2016   \n",
       "208261  219361    第二临床医学院  3643266134  2016临床医学农村订单定向10班（第二临床医学院）  2016   \n",
       "208262  219362    第二临床医学院  3643266175  2016临床医学农村订单定向10班（第二临床医学院）  2016   \n",
       "208263  219363      口腔医学院  3663272314                  2018口腔医学1班  2018   \n",
       "\n",
       "               课程号       开课学院        授课工号       教师学院  学期  ... 教学课件或板书设计合理、美观  \\\n",
       "0       9238044623       其他部门  1078220645       其他部门   1  ...            4.4   \n",
       "1       2465364714  政治与国际关系学院  5816799205  政治与国际关系学院   1  ...            4.4   \n",
       "2       8543034416        文学院  2909844459        文学院   1  ...            5.5   \n",
       "3       9238044623       其他部门  4039561295       其他部门   1  ...            4.4   \n",
       "4       7389506465      体育教研部  5345705695      体育教研部   1  ...            4.4   \n",
       "...            ...        ...         ...        ...  ..  ...            ...   \n",
       "208259  5149649741    第二临床医学院  9239237667    第二临床医学院   1  ...            4.4   \n",
       "208260  5149649741    第二临床医学院  6564213314    第二临床医学院   1  ...            4.4   \n",
       "208261  5149649741    第二临床医学院  8188432665    第二临床医学院   1  ...            4.4   \n",
       "208262  9232929687    第二临床医学院  5553499201    第二临床医学院   1  ...            3.3   \n",
       "208263  1088411684       其他部门  2590119962       其他部门   1  ...            4.4   \n",
       "\n",
       "        课程有明确、合理的考核评教方法，重视对学习过程的考核  讲解内容理论联系实际，并能反映学科前沿趋势  \\\n",
       "0                                5                    7.0   \n",
       "1                                5                    7.0   \n",
       "2                                5                    7.0   \n",
       "3                                4                    5.6   \n",
       "4                                4                    5.6   \n",
       "...                            ...                    ...   \n",
       "208259                           5                    7.0   \n",
       "208260                           4                    5.6   \n",
       "208261                           4                    5.6   \n",
       "208262                           4                    7.0   \n",
       "208263                           5                    5.6   \n",
       "\n",
       "        课程教学内容有一定难度和深度，学业具有挑战性  教师能根据教学内容采用恰当教学方法和有效教学手段，讲解有条理，表述严谨、有深度  \\\n",
       "0                          3.5                                     10.5   \n",
       "1                          2.8                                     10.5   \n",
       "2                          3.5                                     10.5   \n",
       "3                          2.1                                      8.4   \n",
       "4                          2.8                                      8.4   \n",
       "...                        ...                                      ...   \n",
       "208259                     2.8                                      8.4   \n",
       "208260                     2.8                                      8.4   \n",
       "208261                     2.8                                      8.4   \n",
       "208262                     3.5                                      8.4   \n",
       "208263                     2.8                                      8.4   \n",
       "\n",
       "        教师重视与同学们的沟通，你可以与其自由交流自己的看法  教师能调动同学们的学习积极性，本课程能激发你的学习兴趣  \\\n",
       "0                              7.0                          7.0   \n",
       "1                              7.0                          5.6   \n",
       "2                              7.0                          7.0   \n",
       "3                              5.6                          4.2   \n",
       "4                              4.2                          5.6   \n",
       "...                            ...                          ...   \n",
       "208259                         7.0                          4.2   \n",
       "208260                         5.6                          5.6   \n",
       "208261                         5.6                          5.6   \n",
       "208262                         5.6                          5.6   \n",
       "208263                         7.0                          5.6   \n",
       "\n",
       "        你觉得学习本课程有收获，你的能力比以前提高了  你喜欢教师的教学风格或特点  教师能够为你提供及时、有效的课后辅导和咨询反馈  \n",
       "0                          7.0            3.5                      3.5  \n",
       "1                          5.6            2.8                      2.8  \n",
       "2                          7.0            3.5                      2.8  \n",
       "3                          5.6            2.1                      2.8  \n",
       "4                          5.6            2.1                      2.1  \n",
       "...                        ...            ...                      ...  \n",
       "208259                     5.6            2.8                      3.5  \n",
       "208260                     5.6            2.8                      2.1  \n",
       "208261                     5.6            2.8                      2.1  \n",
       "208262                     7.0            2.8                      2.8  \n",
       "208263                     4.2            2.8                      3.5  \n",
       "\n",
       "[208264 rows x 26 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "df = pd.read_csv(\"teaching_desen.csv\",sep=\"#\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fa92889a",
   "metadata": {},
   "outputs": [
    {
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       "      <td>3653273805</td>\n",
       "      <td>9238044623</td>\n",
       "      <td>1078220645</td>\n",
       "      <td>98.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3663296144</td>\n",
       "      <td>2465364714</td>\n",
       "      <td>5816799205</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3653275795</td>\n",
       "      <td>8543034416</td>\n",
       "      <td>2909844459</td>\n",
       "      <td>99.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3653273615</td>\n",
       "      <td>9238044623</td>\n",
       "      <td>4039561295</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3673262844</td>\n",
       "      <td>7389506465</td>\n",
       "      <td>5345705695</td>\n",
       "      <td>77.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208259</th>\n",
       "      <td>3633291024</td>\n",
       "      <td>5149649741</td>\n",
       "      <td>9239237667</td>\n",
       "      <td>88.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208260</th>\n",
       "      <td>3643266134</td>\n",
       "      <td>5149649741</td>\n",
       "      <td>6564213314</td>\n",
       "      <td>79.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208261</th>\n",
       "      <td>3643266134</td>\n",
       "      <td>5149649741</td>\n",
       "      <td>8188432665</td>\n",
       "      <td>79.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208262</th>\n",
       "      <td>3643266175</td>\n",
       "      <td>9232929687</td>\n",
       "      <td>5553499201</td>\n",
       "      <td>89.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208263</th>\n",
       "      <td>3663272314</td>\n",
       "      <td>1088411684</td>\n",
       "      <td>2590119962</td>\n",
       "      <td>82.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>208264 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                学号         课程号        授课工号  总评得分\n",
       "0       3653273805  9238044623  1078220645  98.9\n",
       "1       3663296144  2465364714  5816799205  88.0\n",
       "2       3653275795  8543034416  2909844459  99.3\n",
       "3       3653273615  9238044623  4039561295  82.5\n",
       "4       3673262844  7389506465  5345705695  77.2\n",
       "...            ...         ...         ...   ...\n",
       "208259  3633291024  5149649741  9239237667  88.4\n",
       "208260  3643266134  5149649741  6564213314  79.3\n",
       "208261  3643266134  5149649741  8188432665  79.3\n",
       "208262  3643266175  9232929687  5553499201  89.1\n",
       "208263  3663272314  1088411684  2590119962  82.4\n",
       "\n",
       "[208264 rows x 4 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df = df[['学号', '课程号','授课工号','总评得分']]\n",
    "new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c9d4aa15",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                学号         课程号        授课工号  总评得分\n",
      "13      3653294174  5630795308  1487579728  99.3\n",
      "22      3643295014   710468427  1660121286  80.0\n",
      "49      3643290205  3452378534  6445470805  98.9\n",
      "94      3653298145  8863526934   803323563  99.3\n",
      "113     3653274535  6178565940   709158357  99.3\n",
      "...            ...         ...         ...   ...\n",
      "208059  3643271525  9909480749  5094636144  99.3\n",
      "208071  3643271525  7002446675  7474730657  99.3\n",
      "208097  3643264934  8242379646  5368347696  99.3\n",
      "208190  3643264934  1694697630  4207616965  99.3\n",
      "208192  3643264934  1694697630  9179608321  99.3\n",
      "\n",
      "[6792 rows x 4 columns]\n",
      "无效学生的数量：1164\n",
      "                学号         课程号        授课工号  总评得分\n",
      "0       3653273805  9238044623  1078220645  98.9\n",
      "1       3663296144  2465364714  5816799205  88.0\n",
      "2       3653275795  8543034416  2909844459  99.3\n",
      "3       3653273615  9238044623  4039561295  82.5\n",
      "4       3673262844  7389506465  5345705695  77.2\n",
      "...            ...         ...         ...   ...\n",
      "208259  3633291024  5149649741  9239237667  88.4\n",
      "208260  3643266134  5149649741  6564213314  79.3\n",
      "208261  3643266134  5149649741  8188432665  79.3\n",
      "208262  3643266175  9232929687  5553499201  89.1\n",
      "208263  3663272314  1088411684  2590119962  82.4\n",
      "\n",
      "[201472 rows x 4 columns]\n",
      "如果一个学生给所有的老师打了同样的分，则我们视为无效数据并删除，无效数据有1164条\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "grouped = new_df.groupby('学号')\n",
    "\n",
    "# 用于存储那些对所有教师评价都相同的学生的学号\n",
    "invalid_students = []\n",
    "\n",
    "# 遍历每一个学生的分组\n",
    "for student_id, group in grouped:\n",
    "    # 如果这个学生对所有教师的评价都相同\n",
    "    if group['总评得分'].nunique() == 1:\n",
    "        # 添加到无效学生列表\n",
    "        invalid_students.append(student_id)\n",
    "\n",
    "# 打印那些对所有教师评价都相同的学生的数据\n",
    "invalid_data = new_df[new_df['学号'].isin(invalid_students)]\n",
    "print(invalid_data)\n",
    "\n",
    "# 删除那些对所有教师评价都相同的学生的数据，生成新的 DataFrame\n",
    "valid_data = new_df[~new_df['学号'].isin(invalid_students)]\n",
    "valid_data\n",
    "\n",
    "# 计算无效学生的数量\n",
    "invalid_students_count = len(invalid_students)\n",
    "print(f\"无效学生的数量：{invalid_students_count}\")\n",
    "\n",
    "# 打印删除后的数据\n",
    "print(valid_data)\n",
    "print(f\"如果一个学生给所有的老师打了同样的分，则我们视为无效数据并删除，无效数据有{invalid_students_count}条\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "de8875e4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "无效学生数据数量: 33383\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# 计算每个教师的评价平均值\n",
    "teacher_mean_scores = valid_data.groupby('授课工号')['总评得分'].mean()\n",
    "\n",
    "# 对每个学生的评价与教师的平均评价进行比较\n",
    "def find_outliers(row):\n",
    "    teacher_mean_score = teacher_mean_scores[row['授课工号']]\n",
    "    return np.abs(row['总评得分'] - teacher_mean_score) > 10\n",
    "\n",
    "outliers = valid_data[valid_data.apply(find_outliers, axis=1)]\n",
    "print(f'无效学生数据数量: {len(outliers)}')\n",
    "\n",
    "# 删除这些无效的学生数据\n",
    "valid_data1 = valid_data[~valid_data.index.isin(outliers.index)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5595154f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\17213\\AppData\\Local\\Temp\\ipykernel_5592\\4131142505.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  valid_data.loc[:, '授课工号'] = valid_data['授课工号'].astype('category').cat.codes\n",
      "C:\\Users\\17213\\AppData\\Local\\Temp\\ipykernel_5592\\4131142505.py:6: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  outliers.loc[:, '授课工号'] = outliers['授课工号'].astype('category').cat.codes\n",
      "D:\\Anaconda\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# 为教师编码，以便在图表中显示\n",
    "valid_data.loc[:, '授课工号'] = valid_data['授课工号'].astype('category').cat.codes\n",
    "outliers.loc[:, '授课工号'] = outliers['授课工号'].astype('category').cat.codes\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# 先绘制所有的数据点\n",
    "sns.scatterplot(data=valid_data, x='授课工号', y='总评得分', label='Valid Scores')\n",
    "\n",
    "# 再绘制无效的数据点\n",
    "sns.scatterplot(data=outliers, x='授课工号', y='总评得分', color='red', label='Invalid Scores')\n",
    "\n",
    "plt.xlabel('Teacher ID')\n",
    "plt.ylabel('Score')\n",
    "plt.title('Scores for Each Teacher')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e35eb6aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "\n",
    "random.seed(1)  # for reproducibility\n",
    "subset_df = valid_data1.sample(100)\n",
    "subset_df.boxplot(by='授课工号', column=['总评得分'])\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# # 设置图形大小\n",
    "# plt.figure(figsize=(10,6))\n",
    "# plt.rcParams['font.sans-serif'] = ['SimHei'] # 指定默认字体\n",
    "# plt.rcParams['axes.unicode_minus'] = False\n",
    "# # 创建箱线图\n",
    "# sns.boxplot(x='授课工号', y='总评得分', data=valid_data)\n",
    "\n",
    "# # 设置标题和轴标签\n",
    "# plt.title('每个教师的评分箱线图')\n",
    "# plt.xlabel('教师')\n",
    "# plt.ylabel('评分')\n",
    "\n",
    "# # 显示图形\n",
    "# plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "9de01bbf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "我们可以看到学生对于老师的评分趋势是80分以下的极少，大于90分的逐渐增多，最多的是98分左右的分数\n"
     ]
    }
   ],
   "source": [
    "teacher_scores = valid_data1['总评得分']\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.hist(teacher_scores, bins=20, alpha=0.5, color='g')  # bins表示分割的区间数量，alpha是透明度\n",
    "plt.title('教师评分直方图')\n",
    "plt.xlabel('评分')\n",
    "plt.ylabel('频数')\n",
    "\n",
    "plt.show()\n",
    "print(\"我们可以看到学生对于老师的评分趋势是80分以下的极少，大于90分的逐渐增多，最多的是98分左右的分数\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "ddc5baa8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sampled_data = valid_data1.sample(frac=0.001)\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.stripplot(x='授课工号', y='总评得分', data=sampled_data, jitter=True) # jitter参数使重叠的点分开以便看清楚\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "65134563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "本次实验，我对于数据首先做了清理，如果一个学生对于所有老师的评价都相同则判断为无效数据。如果对于每个老师如果有的学生对他的评分的平均值上下超过十分则也判断为无效数据。我生成了以上的几个图，跟据以上的几个图来看，学生对老师的评价主要集中在80分以上，尤其90分以上的最多\n"
     ]
    }
   ],
   "source": [
    "print(\"本次实验，我对于数据首先做了清理，如果一个学生对于所有老师的评价都相同则判断为无效数据。如果对于每个老师如果有的学生对他的评分的平均值上下超过十分则也判断为无效数据。我生成了以上的几个图，跟据以上的几个图来看，学生对老师的评价主要集中在80分以上，尤其90分以上的最多\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
